语音识别数据增强

目录

Whisper-Finetune的数据增强

其他数据增强：

---

Whisper-Finetune的数据增强

https://github.com/yeyupiaoling/Whisper-Finetune

https://github.com/yeyupiaoling/Whisper-Finetune/blob/master/configs/augmentation.json

[
  {
    "type": "resample",
    "params": {
      "new_sample_rates": [8000, 32000, 44100]
    },
    "prob": 0.0
  },
  {
    "type": "noise",
    "params": {
      "min_snr_dB": 10,
      "max_snr_dB": 50,
      "noise_dir": "dataset/noise"
    },
    "prob": 0.2
  },
  {
    "type": "speed",
    "params": {
      "min_speed_rate": 0.9,
      "max_speed_rate": 1.1,
      "num_rates": 3
    },
    "prob": 0.5
  },
  {
    "type": "shift",
    "params": {
      "min_shift_ms": -5,
      "max_shift_ms": 5
    },
    "prob": 0.0
  },
  {
    "type": "volume",
    "params": {
      "min_gain_dBFS": -15,
      "max_gain_dBFS": 15
    },
    "prob": 0.5
  }
]

其他数据增强：

1.语音合成数据增强：

2.一段语音，一段文字，随意拆分的话，语音要拆分，文字也要对应拆分。